From f50e65204c04c6787dc63666228956c4a8098281 Mon Sep 17 00:00:00 2001 From: Bradlee Speice Date: Sat, 28 Sep 2019 00:18:20 -0400 Subject: [PATCH] Finish first draft --- _posts/2019-09-01-binary-format-shootout.md | 54 +++++++++++++++++++-- 1 file changed, 49 insertions(+), 5 deletions(-) diff --git a/_posts/2019-09-01-binary-format-shootout.md b/_posts/2019-09-01-binary-format-shootout.md index 2001966..64b3ef3 100644 --- a/_posts/2019-09-01-binary-format-shootout.md +++ b/_posts/2019-09-01-binary-format-shootout.md @@ -1,7 +1,7 @@ --- layout: post title: "Binary Format Shootout" -description: "Making sense of binary streams" +description: "Cap'n Proto vs. Flatbuffers vs. SBE" category: tags: [rust] --- @@ -161,11 +161,40 @@ message to indicate the size. Not specifically a problem, but I would've rather Ultimately, I enjoyed using Flatbuffers, and had to do significantly less work to make it perform well. -# Final Results +# Part 3: Simple Binary Encoding -NOTE: Need to expand on this, but numbers reported below are from the IEX's 2019-09-03 data, took average over 10 runs. +Support for SBE was added by the author of one of my favorite +[Rust blog posts](https://web.archive.org/web/20190427124806/https://polysync.io/blog/session-types-for-hearty-codecs/). +I've [talked previously]({% post_url 2019-06-31-high-performance-systems %}) about how important variance is in +high-performance systems, so it was encouraging to read about a format that +[directly addressed](https://github.com/real-logic/simple-binary-encoding/wiki/Why-Low-Latency) my concerns. SBE has by far +the simplest binary format, but it does make some tradeoffs. -Serialization +Both Cap'n Proto and Flatbuffers use [pointers in their messages](https://capnproto.org/encoding.html#structs) to handle +variable-length data, [unions](https://capnproto.org/language.html#unions), and a couple other features. In contrast, +messages in SBE are essentially [primitive structs](https://github.com/real-logic/simple-binary-encoding/blob/master/sbe-samples/src/main/resources/example-schema.xml); +variable-length data is supported, but there's no union type. + +As mentioned in the beginning, the Rust port of SBE is certainly usable, but is essentially unmaintained. However, if you +don't need union types, and can accept that schemas are XML documents, it's still worth using. + +# Results + +After building a test harness [for](https://github.com/bspeice/speice.io-md_shootout/blob/master/src/capnp_runner.rs) +[each](https://github.com/bspeice/speice.io-md_shootout/blob/master/src/flatbuffers_runner.rs) +[protocol](https://github.com/bspeice/speice.io-md_shootout/blob/master/src/sbe_runner.rs), +it was time to actually take them for a spin. I used +[this script](https://github.com/bspeice/speice.io-md_shootout/blob/master/run_shootout.sh) to manage the test process, +and the raw results are [here](https://github.com/bspeice/speice.io-md_shootout/blob/master/shootout.csv). All data +reported below is the average of 10 runs over a single day of IEX data. Data checks were implemented to make sure +that each format achieved the same results. + +## Serialization + +Serialization measures on a +[per-message basis](https://github.com/bspeice/speice.io-md_shootout/blob/master/src/main.rs#L268-L272) +how long it takes to convert the pre-parsed IEX message into the desired format +and write to a pre-allocated buffer. | Schema | Median | 99th Pctl | 99.9th Pctl | Total | |:---------------------|:-------|:----------|:------------|:-------| @@ -174,7 +203,13 @@ Serialization | Flatbuffers | 355ns | 2185ns | 3497ns | 14.31s | | SBE | 91ns | 1535ns | 2423ns | 3.91s | -Deserialization +## Deserialization + +Deserialization measures on a +[per-message basis](https://github.com/bspeice/speice.io-md_shootout/blob/master/src/main.rs#L294-L298) +how long it takes to read the message encoded during deserialization and +perform some basic aggregation. The aggregation code is the same for each format, +so any performance differences are due solely to the format implementation. | Schema | Median | 99th Pctl | 99.9th Pctl | Total | |:---------------------|:-------|:----------|:------------|:-------| @@ -182,3 +217,12 @@ Deserialization | Cap'n Proto Unpacked | 366ns | 737ns | 1583ns | 12.32s | | Flatbuffers | 173ns | 421ns | 1007ns | 6.00s | | SBE | 116ns | 286ns | 659ns | 4.05s | + +# Conclusion + +Building a benchmark turned out to be incredibly helpful in making a decision; because a +"union" type isn't important to me, I'll be using SBE for my personal projects. + +And while SBE was the fastest in terms of both median and worst-case performance, its worst case +performance was proportionately far higher than any other format. Further research is necessary +to figure out why this is the case. But that's for another time.